[INSERT DATASET NAME] Report¶
[INSERT DATASET DESCRIPTION]
Table of Contents¶
| Rows | 569 |
|---|---|
| Columns | 32 |
| Missing cells | 0 (0.00 %) |
| Zeros | 227 (1.25 %) |
| Duplicate rows | 0 (0.00 %) |
| Column Name | Inferred Data Type |
|---|---|
| ID | categorical |
| DIAGNOSIS | categorical |
| RADIUS1 | categorical |
| TEXTURE1 | numeric |
| PERIMETER1 | numeric |
| AREA1 | numeric |
| SMOOTHNESS1 | numeric |
| COMPACTNESS1 | numeric |
| CONCAVITY1 | numeric |
| CONCAVE_POINTS1 | numeric |
| SYMMETRY1 | numeric |
| FRACTAL_DIMENSION1 | numeric |
| RADIUS2 | numeric |
| TEXTURE2 | numeric |
| PERIMETER2 | numeric |
| AREA2 | numeric |
| SMOOTHNESS2 | numeric |
| COMPACTNESS2 | numeric |
| CONCAVITY2 | numeric |
| CONCAVE_POINTS2 | numeric |
| SYMMETRY2 | numeric |
| FRACTAL_DIMENSION2 | numeric |
| RADIUS3 | numeric |
| TEXTURE3 | numeric |
| PERIMETER3 | numeric |
| AREA3 | numeric |
| SMOOTHNESS3 | numeric |
| COMPACTNESS3 | numeric |
| CONCAVITY3 | numeric |
| CONCAVE_POINTS3 | numeric |
| SYMMETRY3 | numeric |
| FRACTAL_DIMENSION3 | numeric |
First rows¶
| ID | DIAGNOSIS | RADIUS1 | TEXTURE1 | PERIMETER1 | AREA1 | SMOOTHNESS1 | COMPACTNESS1 | CONCAVITY1 | CONCAVE_POINTS1 | ... | RADIUS3 | TEXTURE3 | PERIMETER3 | AREA3 | SMOOTHNESS3 | COMPACTNESS3 | CONCAVITY3 | CONCAVE_POINTS3 | SYMMETRY3 | FRACTAL_DIMENSION3 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 901087.0 | B | 13.45 | 19.41 | 89.78 | 435.2 | 0.08020 | 0.00000 | 0.00000 | 0.00000 | ... | 14.80 | 26.03 | 96.11 | 437.5 | 0.08723 | 0.0849 | 0.00000 | 0.00000 | 0.2447 | 0.07748 |
| 1 | 855133.0 | B | 11.85 | 16.43 | 77.88 | 477.4 | 0.09858 | 0.07722 | 0.01872 | 0.02777 | ... | 12.96 | 23.08 | 82.53 | 575.1 | 0.11200 | 0.0870 | 0.04232 | 0.05586 | 0.2229 | 0.06783 |
| 2 | 86561.0 | B | 12.34 | 18.02 | 78.59 | 402.5 | 0.08477 | 0.10960 | 0.03934 | 0.07957 | ... | 13.67 | 23.12 | 87.79 | 495.1 | 0.10960 | 0.3346 | 0.35970 | 0.14320 | 0.2963 | 0.09614 |
| 3 | 911366.0 | B | 12.43 | 23.17 | 83.24 | 499.0 | 0.11420 | 0.06677 | 0.07943 | 0.01111 | ... | 14.87 | 33.49 | 102.50 | 764.7 | 0.16820 | 0.1911 | 0.15630 | 0.06544 | 0.2525 | 0.09519 |
| 4 | 915276.0 | B | 12.38 | 15.74 | 73.40 | 682.9 | 0.07941 | 0.12220 | 0.02271 | 0.01113 | ... | 10.96 | 20.62 | 82.98 | 775.8 | 0.10250 | 0.1903 | 0.18030 | 0.08123 | 0.2853 | 0.07698 |
5 rows × 32 columns
Last rows¶
| ID | DIAGNOSIS | RADIUS1 | TEXTURE1 | PERIMETER1 | AREA1 | SMOOTHNESS1 | COMPACTNESS1 | CONCAVITY1 | CONCAVE_POINTS1 | ... | RADIUS3 | TEXTURE3 | PERIMETER3 | AREA3 | SMOOTHNESS3 | COMPACTNESS3 | CONCAVITY3 | CONCAVE_POINTS3 | SYMMETRY3 | FRACTAL_DIMENSION3 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 564 | 857343.0 | B | 13.88 | 17.46 | 61.30 | 491.9 | 0.09906 | 0.06949 | 0.03990 | 0.01069 | ... | 12.28 | 27.33 | 69.85 | 380.2 | 0.1226 | 0.1149 | 0.07722 | 0.06956 | 0.3108 | 0.07924 |
| 565 | 897604.0 | B | 12.91 | 20.37 | 86.61 | 428.6 | 0.10890 | 0.10100 | 0.04972 | 0.02277 | ... | 13.26 | 33.04 | 96.41 | 523.0 | 0.1641 | 0.1087 | 0.06874 | 0.03264 | 0.2459 | 0.10720 |
| 566 | 922264.0 | B | 13.65 | 17.31 | 87.30 | 528.9 | 0.10890 | 0.15640 | 0.21350 | 0.10150 | ... | 14.26 | 22.38 | 98.00 | 677.4 | 0.1565 | 0.8561 | 0.87990 | 0.18170 | 0.3175 | 0.10710 |
| 567 | 898678.0 | M | 16.31 | 17.84 | 122.80 | 461.1 | 0.08772 | 0.05831 | 0.08370 | 0.05397 | ... | 19.85 | 22.09 | 152.10 | 585.6 | 0.1284 | 0.1692 | 0.24290 | 0.12160 | 0.2879 | 0.07944 |
| 568 | 9010667.0 | B | 10.76 | 16.34 | 65.25 | 390.9 | 0.08481 | 0.12050 | 0.09077 | 0.02647 | ... | 11.27 | 17.88 | 71.10 | 376.6 | 0.1053 | 0.2758 | 0.29850 | 0.08507 | 0.2743 | 0.08950 |
5 rows × 32 columns
Sample¶
| ID | DIAGNOSIS | RADIUS1 | TEXTURE1 | PERIMETER1 | AREA1 | SMOOTHNESS1 | COMPACTNESS1 | CONCAVITY1 | CONCAVE_POINTS1 | ... | RADIUS3 | TEXTURE3 | PERIMETER3 | AREA3 | SMOOTHNESS3 | COMPACTNESS3 | CONCAVITY3 | CONCAVE_POINTS3 | SYMMETRY3 | FRACTAL_DIMENSION3 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 22 | 871093.0 | B | 10.05 | 21.56 | 68.49 | 396.0 | 0.10530 | 0.16040 | 0.15690 | 0.08259 | ... | 12.58 | 24.39 | 91.82 | 412.0 | 0.1515 | 0.3151 | 0.5390 | 0.22470 | 0.4072 | 0.08255 |
| 226 | 901027.0 | B | 14.34 | 12.99 | 88.66 | 680.8 | 0.09448 | 0.08978 | 0.02855 | 0.03112 | ... | 16.19 | 18.40 | 94.81 | 762.4 | 0.1315 | 0.2051 | 0.1204 | 0.06494 | 0.2838 | 0.07987 |
| 170 | 86211.0 | B | 13.16 | 20.86 | 89.60 | 564.2 | 0.10300 | 0.05898 | 0.04005 | 0.04306 | ... | 15.34 | 28.00 | 92.93 | 609.1 | 0.1385 | 0.1564 | 0.2526 | 0.10950 | 0.3058 | 0.07484 |
| 351 | 862721.0 | B | 12.33 | 18.06 | 84.54 | 541.2 | 0.11390 | 0.12000 | 0.05542 | 0.04181 | ... | 16.38 | 29.73 | 101.40 | 657.6 | 0.1528 | 0.1932 | 0.1835 | 0.14820 | 0.3305 | 0.08304 |
| 409 | 846226.0 | B | 12.32 | 16.34 | 82.85 | 577.2 | 0.09741 | 0.12000 | 0.14310 | 0.07950 | ... | 13.84 | 20.46 | 101.30 | 699.9 | 0.1257 | 0.1857 | 0.3399 | 0.13590 | 0.3196 | 0.06742 |
5 rows × 32 columns
There are no missing values
There are no missing values
| Column Name | 0 Count | 0 % |
|---|---|---|
| CONCAVE_POINTS3 | 42 | 7.381 |
| CONCAVE_POINTS1 | 37 | 6.503 |
| CONCAVITY1 | 36 | 6.327 |
| CONCAVITY3 | 36 | 6.327 |
| CONCAVE_POINTS2 | 34 | 5.975 |
| CONCAVITY2 | 34 | 5.975 |
| COMPACTNESS2 | 4 | 0.703 |
| COMPACTNESS1 | 3 | 0.527 |
| COMPACTNESS3 | 1 | 0.176 |
| SMOOTHNESS3 | 0 | 0.000 |
| AREA3 | 0 | 0.000 |
| PERIMETER3 | 0 | 0.000 |
| TEXTURE3 | 0 | 0.000 |
| RADIUS3 | 0 | 0.000 |
| FRACTAL_DIMENSION2 | 0 | 0.000 |
| SYMMETRY2 | 0 | 0.000 |
| SYMMETRY3 | 0 | 0.000 |
| ID | 0 | 0.000 |
| SMOOTHNESS2 | 0 | 0.000 |
| DIAGNOSIS | 0 | 0.000 |
| AREA2 | 0 | 0.000 |
| PERIMETER2 | 0 | 0.000 |
| TEXTURE2 | 0 | 0.000 |
| RADIUS2 | 0 | 0.000 |
| FRACTAL_DIMENSION1 | 0 | 0.000 |
| SYMMETRY1 | 0 | 0.000 |
| SMOOTHNESS1 | 0 | 0.000 |
| AREA1 | 0 | 0.000 |
| PERIMETER1 | 0 | 0.000 |
| TEXTURE1 | 0 | 0.000 |
| RADIUS1 | 0 | 0.000 |
| FRACTAL_DIMENSION3 | 0 | 0.000 |
There are no duplicated rows
ID - categorical¶
Most frequent values
| 901315.0 | 6 (1.05 %) |
|---|---|
| 89812.0 | 4 (0.70 %) |
| 858970.0 | 4 (0.70 %) |
| 905520.0 | 4 (0.70 %) |
| 892604.0 | 4 (0.70 %) |
| Other values count | 547 (96.13 %) |
| Null | 0 (0.00 %) |
Number of unique values is greater than 50, not plotting bar plot.
DIAGNOSIS - categorical¶
Most frequent values
| B | 408 (71.70 %) |
|---|---|
| M | 161 (28.30 %) |
| Other values count | 0 (0.00 %) |
| Null | 0 (0.00 %) |
RADIUS1 - categorical¶
Most frequent values
| 12.34 | 9 (1.58 %) |
|---|---|
| 13.46 | 7 (1.23 %) |
| 13.67 | 6 (1.05 %) |
| 12.35 | 6 (1.05 %) |
| 13.1 | 6 (1.05 %) |
| Other values count | 535 (94.02 %) |
| Null | 0 (0.00 %) |
Number of unique values is greater than 50, not plotting bar plot.
TEXTURE1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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PERIMETER1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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AREA1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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SMOOTHNESS1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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COMPACTNESS1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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CONCAVITY1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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CONCAVE_POINTS1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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SYMMETRY1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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FRACTAL_DIMENSION1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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RADIUS2 - numeric¶
Descriptive Statistics
| Quantile Statistics
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TEXTURE2 - numeric¶
Descriptive Statistics
| Quantile Statistics
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PERIMETER2 - numeric¶
Descriptive Statistics
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AREA2 - numeric¶
Descriptive Statistics
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SMOOTHNESS2 - numeric¶
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COMPACTNESS2 - numeric¶
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CONCAVITY2 - numeric¶
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CONCAVE_POINTS2 - numeric¶
Descriptive Statistics
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SYMMETRY2 - numeric¶
Descriptive Statistics
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FRACTAL_DIMENSION2 - numeric¶
Descriptive Statistics
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RADIUS3 - numeric¶
Descriptive Statistics
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TEXTURE3 - numeric¶
Descriptive Statistics
| Quantile Statistics
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PERIMETER3 - numeric¶
Descriptive Statistics
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AREA3 - numeric¶
Descriptive Statistics
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SMOOTHNESS3 - numeric¶
Descriptive Statistics
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COMPACTNESS3 - numeric¶
Descriptive Statistics
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CONCAVITY3 - numeric¶
Descriptive Statistics
| Quantile Statistics
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CONCAVE_POINTS3 - numeric¶
Descriptive Statistics
| Quantile Statistics
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SYMMETRY3 - numeric¶
Descriptive Statistics
| Quantile Statistics
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FRACTAL_DIMENSION3 - numeric¶
Descriptive Statistics
| Quantile Statistics
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Pearson Correlation¶
Spearman Correlation¶
Kendall Correlation¶
/Users/krishnadave/anaconda3/lib/python3.11/site-packages/seaborn/axisgrid.py:118: UserWarning: The figure layout has changed to tight
/Users/krishnadave/anaconda3/lib/python3.11/site-packages/edvart/report_sections/bivariate_analysis.py:728: UserWarning: The figure layout has changed to tight